US12056894B2 - Method for imaging a region of interest of a sample using a tomographic X-ray microscope, microscope, system and computer program - Google Patents
Method for imaging a region of interest of a sample using a tomographic X-ray microscope, microscope, system and computer program Download PDFInfo
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- US12056894B2 US12056894B2 US17/470,695 US202117470695A US12056894B2 US 12056894 B2 US12056894 B2 US 12056894B2 US 202117470695 A US202117470695 A US 202117470695A US 12056894 B2 US12056894 B2 US 12056894B2
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/70—Determining position or orientation of objects or cameras
- G06T7/73—Determining position or orientation of objects or cameras using feature-based methods
- G06T7/74—Determining position or orientation of objects or cameras using feature-based methods involving reference images or patches
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- G—PHYSICS
- G21—NUCLEAR PHYSICS; NUCLEAR ENGINEERING
- G21K—TECHNIQUES FOR HANDLING PARTICLES OR IONISING RADIATION NOT OTHERWISE PROVIDED FOR; IRRADIATION DEVICES; GAMMA RAY OR X-RAY MICROSCOPES
- G21K7/00—Gamma- or X-ray microscopes
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10056—Microscopic image
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10116—X-ray image
Definitions
- the present disclosure relates to a method for imaging a region of interest of a sample using a tomographic X-ray microscope, as well as a related microscope, a related system and a related computer program.
- 3D X-ray imaging techniques such as X-ray microscopy (XRM) and microCT have become established failure analysis (FA) tools for bridging fault isolation and physical failure analysis (PFA), because they can enable the visualization of defects without having to destroy the device under test. Furthermore, these tools can provide FA analysts with better information for determining the best approach to conduct PFA for root cause analysis.
- the XRM advantages of non-destructive, high-resolution imaging can make it an excellent option for routine inspection of semiconductor package features such as traces, C4 bumps, and micro-bumps.
- MicroCT is also valuable, although its resolution when applied to larger sample geometries is typically lower than the resolution that can be achieved with XRM. Since XRM and microCT share significant similarities, the terms will be used interchangeably in the rest of the document.
- XRM set-up and acquisition times have limited its proliferation and adoption beyond FA and manual measurement applications.
- XRM workflow improvements offer the opportunity to realize the efficiency and throughput benefits of automated device handling for productivity in high-resolution, site-specific inspection and measurement applications.
- an operator places every semiconductor package in a sample holder and moves the sample so the microscope's field of view is directed to the position where he or she expects the ROI to be.
- typical semiconductor packages are, for example, 15 ⁇ 10 mm whereas the field of view of the microscope is in the order of 1 ⁇ 1 mm or smaller. Since every semiconductor package is usually different in terms of dimensions and, when mounted on the sample holder, may assume a different position due to mounting tolerances, and even sample holders of varying tolerance may be used for different semiconductor packages, oftentimes the operator will miss the actual ROI. Yet, the operator usually will only realize that he or she missed after completion of imaging and analyzing the (wrong) ROI for the expected physical failure. Imaging alone may take 30 minutes or more.
- the present disclosure seeks to provide an improved method for imaging a region of interest of a sample using a microscope.
- the disclosure provides a method for imaging a region of interest of a sample using a tomographic X-ray microscope is provided.
- the method includes:
- XRM set-up and acquisition times can be reduced and automated sample inspection becomes viable.
- the reason is that by registering the position of the sample in relation to a baseline sample (the sample having the pre-recorded feature and is also termed “first sample” herein), sample-to-sample-, sample holder-to-sample- and holder-to-holder-variations (sometimes also termed “tolerances”) can be accounted for.
- the step of navigating can be simplified since during the step of navigating (substantially) the same navigation path can be used as for the baseline sample.
- the navigation is desirably adapted depending on the registered position of the sample in order to find the desired region of interest (ROI).
- ROI region of interest
- the same “recipe” can be used when inspecting a number, for example, 5, 10, 20 or more samples without the need for human intervention.
- the microscope is only trained on a first sample having the pre-recorded feature as well as the ROI.
- the second and following samples can be inspected automatically.
- the position of the sample in two dimensions (2D) or three dimensions (3D) is registered.
- “Register” herein means to determine and, as the case may be, to record the position of the sample.
- the registered position may be derived, for example calculated, from the first sample's position and the determined relative position, for example by way of vector operations (addition and/or subtraction).
- Imaging herein may include a scanning operation of the microscope. “Imaging” herein refers to creating a 2D or 3D digital image of at least a portion of the sample. When using tomographic X-ray microscopy, the initial image is always 2D (corresponding to a section through the sample). Yet, using mathematical methods, a 3D digital image can be calculated from a number of 2D images taken from different angles with regard to the sample.
- the field of view of the microscope is the largest portion of the sample which can be imaged using the microscope while maintaining image distortions below a predefined threshold.
- the microscope may be configured so as to allow changing the field of view including, for example, a first setting in which the field of view is large and the corresponding resolution is low and a second setting in which the field of view is small and the corresponding resolution is high.
- either the microscope can be moved relative to the sample, or the sample is moved relative to the microscope.
- the features can be, for example, structures intentionally produced by a manufacturing method (for example micro-bumps, corners or traces), unintentionally produced defects or irregularities on or in the sample which are visible, detectable or discernible in recorded images of the sample (or portion of the sample) such that there is a one-to-one correspondence between the sample feature and the pre-recorded feature.
- the feature can also be termed “landmark” and the pre-recorded feature “pre-recorded landmark”.
- the step of matching the feature to a pre-recorded feature includes comparing the feature and the pre-recorded feature to each other and, as the case may be, calculating a value representing the similarity of the feature and the pre-recorded feature.
- the steps of registering, navigating and imaging are automated, i.e. they are executed without human intervention.
- the step of registering includes:
- the position of the sample can be easily determined in three dimensions.
- the first and the second feature may be identical structures of the sample, yet seen under a different angle by the microscope.
- the step of registering includes:
- the first and second features can lie in the same portion of the sample.
- a single image is taken containing a (sufficient) plurality of features (for example the first and second feature), and registering these features to prerecorded features (for example prerecorded first and second feature) gives the 3D coordinates for navigation.
- the microscope is calibrated sufficiently such that the distance between features specifies the distance to the sample precisely for 3D navigation.
- the sample is rotated between imaging the first and second portion by a predetermined angle.
- the predetermined angle may be used in determining the relative position of the feature and pre-recorded feature, and thus in registering the position of the sample.
- the pre-recorded feature is selected from a portion of a first sample.
- the pre-recorded feature is selected from a plurality of features from the portion using a scoring method.
- the scoring method includes comparing, amongst the plurality of features, each feature to a respective other feature.
- the scoring method may include calculating a score representing a dissimilarity (or uniqueness) of the feature as compared to the respective other features.
- selecting the pre-recorded feature from the plurality of features involves displaying at least two or more features from the plurality of features exceeding a score threshold to an operator, wherein the operator selects one of the at least two or more features as the pre-recorded feature.
- the pre-recorded feature is selected from a portion of a first sample, and the steps of registering, navigating and imaging are performed for N samples, where N is larger than 1.
- N is larger than 5, 10 or 20.
- the steps of registering, navigating and imaging are performed for the second sample and repeated thereafter for each consecutive sample.
- the microscope includes an X-ray source, a sample stage including the sample, and an X-ray detector arranged, in relation to the X-ray source, behind the sample.
- the X-ray source can send out an X-ray beam which passes through the sample and is detected by the X-ray detector.
- the X-ray detector may include a scintillator and/or a charge-coupled device (CCD)-camera detecting light sent out from the scintillator when irradiated with the X-ray beam (after passing through the sample).
- CCD charge-coupled device
- the X-ray source and the X-ray detector may be provided fixedly whereas the sample stage may be provided movably in relation to the X-ray source and the X-ray detector.
- the sample stage By moving the sample stage, the X-ray beam scans over the sample. Corresponding images of portions of the sample are detected by the X-ray detector.
- the sample stage may be moved in the vertical direction and rotated about the vertical direction.
- one or more electric motors may be provided.
- the sample stage may include a sample holder holding the sample.
- the sample stage includes a sample holder holding the sample during the steps of registering, navigating and imaging.
- the portion including the feature is, initially, imaged at a low resolution, and a smaller portion, including the feature, within the portion is imaged at at least at one higher resolution.
- the sample's position can be registered with greater accuracy.
- the feature can be easily found using an image at low resolution.
- the sample is an integrated circuit package.
- the sample is retrieved from a conveyer and placed within the microscope, the steps of registering, navigating and imaging are performed, and the sample is removed from the microscope and placed back onto the conveyer.
- a tomographic X-ray microscope including:
- the imaging unit may include the X-ray source and the X-ray detector.
- the navigating unit may include the sample stage, motors for moving the sample stage as well as a controller for controlling the motors to move the sample stage.
- a respective unit e.g. the registering, identifying and/or determining unit, may be implemented, at least partially, in hardware and/or in software. If the unit is implemented in hardware, it may be embodied as a device, e.g. as a computer or as a processor or as a part of a system, e.g. a computer system. If the unit is implemented in software it may be embodied as a computer program, as a function, as a routine, as a program code or as an executable object.
- a tomographic X-ray microscope as previously described, a first device providing a plurality of samples, and a second device configured to load at least one sample of the plurality of samples into the microscope.
- the first device may be formed as a conveyer or magazine, the second device as a gripper, for example.
- the second device may be configured to load at least two or three samples into the microscope at the same time.
- a computer program to control, when executed, a tomographic X-ray microscope to carry out the method as previously described.
- a computer program may be embodied as a memory card, USB stick, CD-ROM, DVD or as a file which may be downloaded from a server in a network.
- a file may be provided by transferring the file including the computer program from a wireless communication network.
- FIG. 1 shows a flowchart of a method according to an embodiment
- FIG. 2 shows a system according to an embodiment in a top view
- FIG. 2 A shows an integrated circuit package in a perspective view
- FIG. 3 shows a sample holder according to an embodiment in a perspective view
- FIG. 4 shows, in a view V from FIG. 3 , a sample receptacle
- FIG. 5 shows a screen displaying images of a sample
- FIG. 6 shows a coordinate system within the system of FIG. 2 ;
- FIG. 7 shows components from FIG. 2 , where a sample has been rotated.
- FIG. 1 shows a flowchart of a method according to an embodiment.
- steps S 1 and S 2 a first and second feature are selected from a portion of a first (baseline) sample.
- the features will be used in step S 5 to register a position of a second sample.
- Including step S 2 (and S 3 ) is optional.
- the first and second sample as well as further samples mentioned hereinafter may be formed as an integrated circuit (IC) packages, for example flip chip package.
- IC integrated circuit
- FIG. 2 A One such IC package is illustrated in a perspective view in FIG. 2 A and designated with reference numeral 200 .
- FIG. 2 shows a system 202 illustrating more IC packages 200 in a top view. They are each held in a sample holder 300 shown schematically in FIG. 2 and in more detail in FIGS. 3 and 4 .
- the sample holder 300 includes a sample receptacle 302 (see FIG. 3 ).
- the sample receptacle 302 is made of a material that allows X-ray radiation to readily pass through.
- the sample receptacle 302 may be formed from a polymeric material such as plastic.
- the sample receptacle 302 is fixed to a post 304 .
- the post 304 is attached to a gripper disc 306 which is in turn fastened to a base plate 308 .
- the sample holder 300 may include one or more sample receiving sections each of which is configured to receive a sample 200 .
- three sample receiving sections 310 , 312 , 314 are provided.
- FIG. 4 shows the sample receptacle 302 in a plan view V from FIG. 3 .
- a sample 200 is shown to be held in the sample receiving section 312 .
- the sample receiving section 312 is generally plate shaped and has a sample placement surface 316 .
- the sample placement surface 316 is oriented vertically.
- the sample 200 is placed on the sample placement surface 316 .
- the sample receiving section 312 has a vertical alignment portion 318 and a horizontal alignment portion 320 , the alignment portions being formed as ledges respectively.
- the alignment portions 318 , 320 are arranged perpendicularly to each other.
- the sample 200 may have a rectangular shape including four lateral edges 322 , 324 , 326 , 328 (defining the sample's length and width).
- the thickness of the sample 200 may be small compared to its length and width.
- the sample placement surface 216 aligns the sample 200 in the z-direction (corresponding to the sample's thickness)
- the vertical alignment portion 318 aligns the sample 200 in the y-direction (vertical direction)
- the horizontal alignment portion 320 aligns the sample 200 in the x-direction (x- and z-directions are both horizontal directions orthogonal to each other).
- a fixing element 330 fixes the sample 200 to the receptacle receiving section 314 in a non-permanent way.
- the fixing element 330 can be an O-ring spanning diagonally over the sample 200 and attached to opposite corners 332 , 334 of the receptacle receiving section 314 via notches 336 .
- the fixing element 330 is made of a flexible and radiation-stable material.
- the fixing element 400 can be made of ethylene propylene diene methylene rubber (EPDM).
- EPDM ethylene propylene diene methylene rubber
- sample holders 300 are arranged on a conveyer 204 .
- the conveyer 204 delivers the sample holders 300 to a take-up position P.
- a gripper 206 loads one sample holder 300 ′ onto a sample stage 208 of a tomographic X-ray microscope 210 .
- the microscope 210 includes an X-ray source 212 , an X-ray detector 214 , the sample stage 208 and a controller 224 .
- the X-ray source 212 sends out an X-ray beam 216 incident on the sample 200 ′ currently held in the field of view 218 of the X-ray source 212 by way of the sample holder 300 ′.
- the X-ray beam 216 passes through the sample 200 ′ as well as through parts of the sample holder 300 ′ (for example through the sample placement surface 216 ) and is received by the X-ray detector 214 .
- the X-ray detector 214 generates an image 220 which represents, for example, a 2D-section through the sample 200 ′.
- the sample stage 208 holds the sample 200 ′ in a first rotational position around the y-axis, see also FIGS. 2 A and 4 .
- a feature also termed “first feature” herein
- a spatial reference also termed “pre-recorded feature” herein
- the image 220 is analyzed (step S 1 - 2 in FIG. 1 ) using a scoring method, for example.
- the step of analyzing and scoring can be carried out on the controller 224 which may include a microprocessor and associated memory.
- the controller 224 reads the image 220 from the X-ray detector 214 and identifies a number of features.
- These features may include structures intentionally produced by a manufacturing method (for example micro-bumps, corners or traces) or unintentionally produced defects or irregularities on the sample 200 ′.
- the identified features are compared to each other and, optionally, a value is calculated which represents the uniqueness of each feature. If the value (score) lies above (or below depending on the criterion) a certain threshold, the corresponding feature is displayed to an operator on a screen 500 (corresponding to a step S 1 - 3 in FIG. 1 ) as shown in FIG. 5 .
- step S 1 - 4 selects in step S 1 - 4 (see FIG. 1 ), based on experience, one of the two features 502 , 504 to serve as the spatial reference.
- the selected feature in this case the feature 502 , is saved on memory of the controller 224 (step S 1 - 5 ).
- This data also includes the location of the feature 502 in relation to the origin O (see FIG. 6 ) of the kinematics of the sample stage 208 .
- the kinematics include, for example, the electric motors, bearings and dampers of the sample stage 208 .
- the X-ray source 212 and the X-ray detector 214 are arranged fixedly (non-movably) with respect to the origin O.
- the location of the feature 502 in relation to the origin O can be expressed by a vector j (also termed “location vector” herein).
- the sample stage 208 including the sample holder 300 ′ and the sample 200 ′ is rotated, for example by way of an electric motor, into a second rotational position.
- ⁇ 125° for example, as illustrated in FIG. 7 which only shows some of the components of FIG. 2 .
- Any other suitable angle ⁇ can be used as the first and second rotational position.
- another feature (also termed “second feature” herein) is identified in an image 700 taken from the sample 200 ′ at its second rotational position (step S 2 in FIG. 1 ). Due to the rotation, the first and second feature are contained in portions of the sample 200 ′ lying in different planes E 1 , E 2 which intersect each other. The steps S 1 - 1 to S 1 - 5 are repeated accordingly for the image 700 . Thus, the second feature including its location vector is obtained and saved to the memory of the controller 224 .
- the first and second feature may as such describe the same structure (which is assumed to be the case for reasons of simplification hereinafter without limiting the present disclosure), yet viewed at a different angle (compare images 220 and 700 ).
- the location vectors (2D) of the first and second feature are combined in step S 3 to obtain a vector (designated also “j” in FIG. 6 for the combined vector for simplification purposes) defining the location of the feature 502 in 3D with respect to the origin O.
- This process of combining may take into account the angle of rotation a.
- the field of view 218 of the microscope 210 is directed towards a region of interest 600 in FIG. 6 (step S 4 ). This is done, for example, by moving the sample 200 ′ relative to the field of view 218 .
- the sample stage 208 is configured to move, over and above producing the rotation of the sample 200 ′ about the y-axis, the sample holder including the sample 200 along the y-axis (upwards and downwards), for example by way of an electric linear motor.
- the field of view 218 can scan over the sample 200 ′ in the vertical direction.
- the entire sample 200 ′ can be scanned, i.e.
- the region of interest 600 may, for example, include a suspected physical defect, for example a defective micro bump.
- the reason of interest 600 is, typically, the same for all samples 200 when the samples 200 correspond to a certain type of device, for example a certain type of IC chip. In one example, the chip manufacturer will let the operator know where to look for the defect which corresponds to the region of interest 600 .
- the path the field of view 218 takes in relation to the feature 502 is determined in 3D and for example saved as a vector k on the memory of the controller 224 .
- the second and consecutive samples 200 waiting on the conveyor 204 may be analyzed in an easy and fully automated fashion, for example, by applying the method steps explained in the following.
- the second sample 200 (explanations in the following equally referring to consecutive samples) is taken off the conveyor 204 using the gripper 206 and placed on the sample stage 208 in its sample holder 300 .
- step S 5 the position of the second sample 200 ′ in 3D (three dimensions x, y, z) in relation to the origin O (see FIG. 6 ) is registered in step S 5 .
- images 220 and 700 are taken of respective portions of the second sample 200 generated as described previously in relation to the first sample 200 ′ (step S 5 - 1 in FIG. 1 ).
- step S 5 - 2 the first and second feature 502 ′ (see FIG. 6 —again only one reference numeral is given for reasons of simplification) are identified in the images 220 and 700 and matched to the pre-recorded features 502 (see FIG. 5 ) using the controller 224 .
- the step of matching the features 502 ′ to the pre-recorded features 502 includes comparing the features 502 ′ and the pre-recorded features 502 to each other and calculating values representing similarity. When the calculated values exceeds a certain threshold respectively, the controller 224 decides that matching has been successful (otherwise the routine cannot continue).
- a portion of the sample 200 including the first and second feature 502 ′ is, initially, imaged at a low resolution, and a smaller portion, including the features, within the portion is imaged at at least at one higher resolution.
- step 5 - 3 the controller 224 determines the relative position of the first and second feature 502 ′ of the second sample 200 in relation to the first and second feature 502 of the first sample 200 ′, optionally, by calculating a vector r (see FIG. 6 ).
- step S 6 the controller 224 navigates the field of view 218 using the sample stage 208 along vector t which is thus positioned at the region of interest 600 .
- step S 7 the microscope 210 , i.e. the X-ray source 212 and the X-ray detector 214 , take an image of the region of interest 600 which can then be processed further for failure analysis.
- the gripper 206 removes the second sample 200 from the microscope 210 and places it back onto the conveyer 204 at the position P.
- a magazine or the like can be used instead of the conveyer 204 .
- Steps S 5 to S 7 can be repeated for as many consecutive samples 200 which are to be analyzed for possible failures at the respective regions of interest 600 .
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Abstract
Description
-
- registering a position of the sample, the step of registering including:
- imaging a portion of the sample containing a feature using the microscope,
- identifying the feature by matching the feature to a pre-recorded feature, and
- determining a relative position of the feature in relation to the pre-recorded feature,
- navigating a field of view of the microscope over the region of interest based on the registered position, and
- imaging the region of interest using the microscope.
- registering a position of the sample, the step of registering including:
-
- imaging a first portion of the sample containing a first feature using the microscope,
- identifying the first feature by matching the first feature to a pre-recorded first feature,
- determining a relative position of the first feature in relation to the pre-recorded first feature,
- imaging a second portion of the sample containing a second feature using the microscope,
- identifying the second feature by matching the second feature to a pre-recorded second feature, and
- determining a relative position of the second feature in relation to the pre-recorded second feature,
- wherein, optionally, the first and second portion lie in planes intersecting each other.
-
- imaging a portion of the sample containing a first feature using the microscope,
- identifying the first feature by matching the first feature to a pre-recorded first feature,
- determining a relative position of the first feature in relation to the pre-recorded first feature,
- imaging the same portion of the sample containing a second feature using the microscope,
- identifying the second feature by matching the second feature to a pre-recorded second feature, and
- determining a relative position of the second feature in relation to the pre-recorded second feature,
-
- an imaging unit for imaging a portion of a sample containing a feature, and for imaging a region of interest of the sample,
- a registering unit for registering a position of the sample, the registering unit including:
- an identifying unit for identifying the feature by matching the feature to a pre-recorded feature, and
- a determining unit for determining a relative position of the feature in relation to the pre-recorded feature,
- a navigating unit for navigating a field of view of the microscope over the region of interest based on the registered position of the sample.
t=k−r.
Claims (23)
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| US17/470,695 US12056894B2 (en) | 2019-03-20 | 2021-09-09 | Method for imaging a region of interest of a sample using a tomographic X-ray microscope, microscope, system and computer program |
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| US201962820989P | 2019-03-20 | 2019-03-20 | |
| DE102019120169.1 | 2019-07-25 | ||
| DE102019120169 | 2019-07-25 | ||
| PCT/US2020/023494 WO2020191121A1 (en) | 2019-03-20 | 2020-03-19 | Method for imaging a region of interest of a sample using a tomographic x-ray microscope, microscope, system and computer program |
| US17/470,695 US12056894B2 (en) | 2019-03-20 | 2021-09-09 | Method for imaging a region of interest of a sample using a tomographic X-ray microscope, microscope, system and computer program |
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| PCT/US2020/023494 Continuation WO2020191121A1 (en) | 2019-03-20 | 2020-03-19 | Method for imaging a region of interest of a sample using a tomographic x-ray microscope, microscope, system and computer program |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| US20230215687A1 (en) * | 2021-12-30 | 2023-07-06 | Fei Company | Methods And Systems For Tomographic Microscopy Imaging |
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Also Published As
| Publication number | Publication date |
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| US20210407127A1 (en) | 2021-12-30 |
| TWI780419B (en) | 2022-10-11 |
| WO2020191121A1 (en) | 2020-09-24 |
| TW202042751A (en) | 2020-12-01 |
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